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Record W2567689610 · doi:10.12927/cjnl.2016.24895

Nurse Practitioner Role Value in Hospitals: New Strategies for Hospital Leaders

2016· article· en· W2567689610 on OpenAlexaffvenueabout
Christina Hurlock‐Chorostecki, Janice McCallum

Bibliographic record

VenueNursing leadership · 2016
Typearticle
Languageen
FieldHealth Professions
TopicNursing Roles and Practices
Canadian institutionsLondon Health Sciences CentreWestern University
Fundersnot available
KeywordsNursingValue (mathematics)Nurse practitionersMedicineQuality (philosophy)PsychologyHealth carePolitical science

Abstract

fetched live from OpenAlex

Hospital leaders in Canada are continuously seeking new ways to meet patient needs and Ministry of Health priorities. One approach, integrating nurse practitioners (NPs) into the interprofessional team of caregivers, has demonstrated the quality outcomes hospital leaders seek. However, hospital leaders report there is limited information available to them to clearly know NP role value. This is concerning, as these leaders make the employment and integration decisions that enable role success. The lack of information for leaders has left NP role integration success to chance. Without clear strategies, there is risk that hospital NP roles will not be integrated such that optimal practice and quality outcomes can be achieved. This paper aims to provide pragmatic information for hospital leaders using a real-life example of a hospital NP role. Optimal NP practice and outcomes are described using the three major practice foci of a new evidenced-based framework specific to the hospital NP role. New strategies to support successful integration and role value optimization are provided for hospital leaders, physicians and NPs.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.798
Threshold uncertainty score0.899

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.169
GPT teacher head0.423
Teacher spread0.254 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations13
Published2016
Admission routes3
Has abstractyes

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